Our Services
Expert-led research review designed to prevent retractions, protect funding, and strengthen the credibility of your lab.
What We Do
At DRI, we specialize in the validation of research data, statistical verification, and publication-readiness consulting. Our work supports researchers and institutions in upholding the highest standards of scientific integrity — before errors or fraud ever reach a journal.
We don't rely on AI. Every dataset is reviewed by an experienced human statistician who understands the complexity and context of academic research.
Data Integrity Review
Catch falsified data before it damages your reputation.
Our flagship service applies up to nine statistical tests to evaluate the authenticity of datasets before publication. Whether it's misconduct or honest mistakes, we flag anomalies early — so they don't become retractions later.
Key Benefits:
Detects signs of data manipulation or fabrication
Protects research funding and institutional credibility
Conducted by PhD-level statisticians — not algorithms
Included in every Standard engagement
Error Screening
Prevent costly retractions caused by simple mistakes.
We examine your dataset for red flags that often signal human or technical error — things like typos, measurement failures, or improbable outliers. These fundamental issues, left unchecked, can derail even the strongest research.
Key Benefits:
Catches common errors before peer review
Offers context-aware, human-led judgment
Maintains the credibility of your lab's output
Included in every Standard engagement
Statistical Validation
Ensure the right methods are used — and interpreted correctly.
We verify the correctness and appropriateness of every statistical test used in your study. When something doesn't add up, we explain why — and help you choose better alternatives if needed. This is available as part of our Premium tier.
Key Benefits:
Confirms that statistical tests align with your research goals
Identifies misapplied methods or misinterpreted results
Suggests additional tests where appropriate
Provides publication-ready statistical confidence
Data Visualization Audit
Visuals matter — especially when your credibility is on the line.
We recreate and review the visuals in your paper — graphs, charts, and figures — to ensure they accurately represent your data. We also flag misleading visual techniques and recommend better alternatives. Included in our Premium tier.
Key Benefits:
Verifies visuals align with underlying data
Detects misrepresentation, intentional or not
Improves clarity and impact of your findings
Tailored to publication standards
Why Choose DRI?
Most consulting firms rely on automation. We don't. Every project we take on is personally handled by a human expert — which means fewer false positives, more thoughtful analysis, and higher trust with your reviewers.
And sometimes, the best way to prevent fraud is to let students know someone is actually looking.
Ready to strengthen your Research?
We work with PIs, department chairs, and research teams across the U.S. to keep research clean, correct, and publication-ready. Let's make sure your next paper strengthens your reputation — instead of risking it.